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cs.LG2026
AlignQuant: Tile-Aligned Mixed-Precision Quantization for Efficient LLM Generation
Hanzhi Zhang, Qiao Zhang, Qinglei Cao +4
Fine-grained mixed-precision quantization promises efficient large language model inference, but local precision choices can conflict with regular GPU storage and computation units…
cs.LG2025
PHASE: Physics-Integrated, Heterogeneity-Aware Surrogates for Scientific Simulations
Dawei Gao, Dali Wang, Zhuowei Gu +5
Large-scale numerical simulations underpin modern scientific discovery but remain constrained by prohibitive computational costs. AI surrogates offer acceleration, yet adoption in…